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Mathematics · Ch 3 — Matrices

Properties of Matrix Addition

3.4.3

Properties of Matrix Addition

Concept of Matrix Addition

Matrix addition is the operation of adding two matrices by adding their corresponding entries. For this to be defined, both matrices must be of the same order. If A=[aij]A = [a_{ij}] and B=[bij]B = [b_{ij}] are both m×nm \times n matrices, then

A+B=[aij+bij].A + B = [a_{ij} + b_{ij}].

This entry-wise addition inherits several algebraic properties from the addition of real numbers, giving the set of all m×nm \times n matrices an abelian group structure.


Property (i): Commutative Law

Statement: If A=[aij]A = [a_{ij}] and B=[bij]B = [b_{ij}] are of the same order m×nm \times n, then

A+B=B+A.A + B = B + A.

Proof: By the definition of matrix addition, A+B=[aij+bij]A + B = [a_{ij} + b_{ij}]. Since addition of real numbers is commutative, aij+bij=bij+aija_{ij} + b_{ij} = b_{ij} + a_{ij} for every entry (i,j)(i, j). Therefore

[aij+bij]=[bij+aij]=[bij]+[aij]=B+A.[a_{ij} + b_{ij}] = [b_{ij} + a_{ij}] = [b_{ij}] + [a_{ij}] = B + A.

The order in which we add two matrices does not matter.

Tip

This is exactly the commutative law for numbers, 2+3=3+22 + 3 = 3 + 2. Because matrix addition is done entry by entry, the commutativity of number addition passes directly to matrices.


Property (ii): Associative Law

Statement: For any three matrices AA, BB, CC of the same order m×nm \times n,

(A+B)+C=A+(B+C).(A + B) + C = A + (B + C).

Proof: We evaluate both sides using the definition of addition.

Left-hand side: adding AA and BB first, then CC:

(A+B)+C=[aij+bij]+[cij]=[(aij+bij)+cij].(A + B) + C = [a_{ij} + b_{ij}] + [c_{ij}] = [(a_{ij} + b_{ij}) + c_{ij}].

Right-hand side: adding BB and CC first, then AA:

A+(B+C)=[aij]+[bij+cij]=[aij+(bij+cij)].A + (B + C) = [a_{ij}] + [b_{ij} + c_{ij}] = [a_{ij} + (b_{ij} + c_{ij})].

Since addition of real numbers is associative, (aij+bij)+cij=aij+(bij+cij)(a_{ij} + b_{ij}) + c_{ij} = a_{ij} + (b_{ij} + c_{ij}) for every entry, so the two resulting matrices are identical. Hence when adding three or more matrices, the grouping does not affect the sum.

Note

Because of associativity, we can write A+B+CA + B + C without parentheses — the sum is unambiguous.


Property (iii): Existence of Additive Identity

Statement: Let A=[aij]A = [a_{ij}] be an m×nm \times n matrix and OO the m×nm \times n zero matrix (every entry is 0). Then

A+O=O+A=A,A + O = O + A = A,

so OO is the additive identity for matrix addition.

Proof: A+O=[aij]+[0]=[aij+0]=[aij]=AA + O = [a_{ij}] + [0] = [a_{ij} + 0] = [a_{ij}] = A, since aij+0=aija_{ij} + 0 = a_{ij} for every real number. Similarly O+A=AO + A = A. The zero matrix plays the same role for matrices that 0 plays for real numbers.

Important

The zero matrix must be of the same order as AA: an m×nm \times n zero matrix is the additive identity only for m×nm \times n matrices.


Property (iv): Existence of Additive Inverse

Statement: For any A=[aij]m×nA = [a_{ij}]_{m \times n} there exists a matrix −A=[−aij]m×n-A = [-a_{ij}]_{m \times n} such that

A+(−A)=(−A)+A=O.A + (-A) = (-A) + A = O.

−A-A is called the additive inverse (or negative) of AA. …